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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">scipy</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">signal</span>

<span class="k">def</span> <span class="nf">parse</span><span class="p">(</span><span class="n">LOG_FILE_PATH</span><span class="p">,</span> <span class="n">LOG_FILE_NAME</span><span class="p">,</span> <span class="n">SET_ID</span><span class="p">):</span>
    <span class="n">log_filename</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%s</span><span class="s1">/</span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">LOG_FILE_PATH</span><span class="p">,</span> <span class="n">LOG_FILE_NAME</span> <span class="o">%</span> <span class="n">SET_ID</span><span class="p">)</span>
    <span class="k">print</span> <span class="n">log_filename</span>
    <span class="n">entries</span> <span class="o">=</span> <span class="p">[</span><span class="n">entry</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span> \
               <span class="k">for</span> <span class="n">entry</span> <span class="ow">in</span> <span class="nb">open</span><span class="p">(</span><span class="n">log_filename</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)]</span>
    <span class="nb">iter</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">errD</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">errG</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">L_img</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">measure</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">M</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">entries</span><span class="p">:</span>
        <span class="nb">iter</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">entry</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
        <span class="n">errD</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">entry</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
        <span class="n">errG</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">entry</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
        <span class="n">L_img</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">entry</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
        <span class="n">measure</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">entry</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
        <span class="n">M</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">entry</span><span class="p">[</span><span class="mi">5</span><span class="p">])</span>
        
    <span class="n">errD</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">errD</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float</span><span class="p">)</span>
    <span class="n">errG</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">errG</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float</span><span class="p">)</span>
    <span class="nb">iter</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="nb">iter</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float</span><span class="p">)</span>
    <span class="n">L_img</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">L_img</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float</span><span class="p">)</span>
    <span class="n">measure</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">measure</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float</span><span class="p">)</span>
    <span class="n">M</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">M</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float</span><span class="p">)</span>
    
    <span class="n">errD</span> <span class="o">=</span> <span class="n">scipy</span><span class="o">.</span><span class="n">signal</span><span class="o">.</span><span class="n">medfilt</span><span class="p">(</span><span class="n">errD</span><span class="p">,</span> <span class="mi">101</span><span class="p">)[:</span><span class="o">-</span><span class="mi">51</span><span class="p">];</span>
    <span class="n">errG</span> <span class="o">=</span> <span class="n">scipy</span><span class="o">.</span><span class="n">signal</span><span class="o">.</span><span class="n">medfilt</span><span class="p">(</span><span class="n">errG</span><span class="p">,</span> <span class="mi">101</span><span class="p">)[:</span><span class="o">-</span><span class="mi">51</span><span class="p">];</span>
    <span class="n">measure</span> <span class="o">=</span> <span class="n">scipy</span><span class="o">.</span><span class="n">signal</span><span class="o">.</span><span class="n">medfilt</span><span class="p">(</span><span class="n">measure</span><span class="p">,</span> <span class="mi">101</span><span class="p">)[:</span><span class="o">-</span><span class="mi">51</span><span class="p">];</span>
    
    <span class="k">return</span> <span class="n">errD</span><span class="p">,</span> <span class="n">errG</span><span class="p">,</span> <span class="nb">iter</span><span class="p">,</span> <span class="n">L_img</span><span class="p">,</span> <span class="n">M</span><span class="p">,</span> <span class="n">measure</span>
</pre></div>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># niter400</span>
<span class="n">LOG_FILE_PATH</span> <span class="o">=</span> <span class="s1">&#39;../facades_IMG0.1_gamma0.7_annealStart0Every400/&#39;</span>
<span class="n">LOG_FILE_NAME</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%s</span><span class="s1">.log&#39;</span>
<span class="n">errD</span><span class="p">,</span> <span class="n">errG</span><span class="p">,</span> <span class="n">step</span><span class="p">,</span> <span class="n">L_img</span><span class="p">,</span> <span class="n">M</span><span class="p">,</span> <span class="n">measure</span> <span class="o">=</span> <span class="n">parse</span><span class="p">(</span><span class="n">LOG_FILE_PATH</span><span class="p">,</span> <span class="n">LOG_FILE_NAME</span><span class="p">,</span> <span class="s1">&#39;train&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">));</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">errD</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">errG</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="bp">True</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Generator iters&#39;</span><span class="p">);</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;loss&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;lossD&#39;</span><span class="p">,</span> <span class="s1">&#39;lossG&#39;</span><span class="p">]);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">32500</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">]);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">));</span>
<span class="c1">#plt.plot(M, &#39;r&#39;);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">measure</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">1</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="bp">True</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Generator iters&#39;</span><span class="p">);</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;M_global&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">32500</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">]);</span>

<span class="c1"># niter 500</span>
<span class="n">LOG_FILE_PATH</span> <span class="o">=</span> <span class="s1">&#39;../facades_BEGAN_IMG0.1_gamma0.7_reproduce&#39;</span>
<span class="n">LOG_FILE_NAME</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%s</span><span class="s1">.log&#39;</span>
<span class="n">errD</span><span class="p">,</span> <span class="n">errG</span><span class="p">,</span> <span class="n">step</span><span class="p">,</span> <span class="n">L_img</span><span class="p">,</span> <span class="n">M</span><span class="p">,</span> <span class="n">measure</span> <span class="o">=</span> <span class="n">parse</span><span class="p">(</span><span class="n">LOG_FILE_PATH</span><span class="p">,</span> <span class="n">LOG_FILE_NAME</span><span class="p">,</span> <span class="s1">&#39;train&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">));</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">errD</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">errG</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="bp">True</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Generator iters&#39;</span><span class="p">);</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;loss&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;lossD&#39;</span><span class="p">,</span> <span class="s1">&#39;lossG&#39;</span><span class="p">]);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">45000</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">]);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">));</span>
<span class="c1">#plt.plot(M, &#39;r&#39;);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">measure</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">1</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="bp">True</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Generator iters&#39;</span><span class="p">);</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;M_global&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">45000</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">]);</span>
</pre></div>

</div>
</div>
</div>

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<div class="output">


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>../facades_IMG0.1_gamma0.7_annealStart0Every400//train.log
../facades_BEGAN_IMG0.1_gamma0.7_reproduce/train.log
</pre>
</div>
</div>

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